Episodic vs Semantic vs Procedural Memory in Agent Architectures
Cognitive science tells us memory is not one thing — and your agent should not treat it as one either. The three-store model in code with concrete examples to copy.
Agentic AI, LLM engineering, and the models behind modern automation — multi-agent systems, LLM evaluation and comparisons, RAG, fine-tuning, AI infrastructure, security, and production AI engineering.
From the blog
Cognitive science tells us memory is not one thing — and your agent should not treat it as one either. The three-store model in code with concrete examples to copy.
LangGraph Platform on EKS — autoscaling, secrets, durable storage, and the IAM policies that keep your agents running without surprise downtime.
ServiceNow's MCP server lets agents triage incidents, query the CMDB, and update tickets safely. Access controls and audit patterns for ITSM workloads at production scale.
AI SDK 5 ships agent loops, MCP client, and Generative UI v2 — the cleanest TypeScript stack for shipping AI features in 2026 without rewriting your frontend.
Texas real estate brokerages are using Operator 2.0 to automate property search across MLS, Zillow, and county records — here is the playbook.
By April 2026 the attack surface for production agents is no longer theoretical — prompt injection, tool poisoning, and OAuth scope creep all have credible CVE-style incident.
Lakera Guard's April 2026 release adds first-class MCP tool-call inspection, including JSON-RPC schema validation and a new tool-poisoning detection model.
Five named prompt-injection incidents made the rounds in April 2026, including a Slack-connected sales agent that exfiltrated CRM data via a poisoned support thread.
A practical WebSocket security playbook: Origin validation, per-connection rate limits, DDoS shaping, and the CSWSH attack everyone forgets to test for.